Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    image_augmented = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor()
    ])
    image_data = datasets.ImageFolder(data_dir, transform=image_augmented)
    data_loader = torch.utils.data.DataLoader(image_data, batch_size=batch_size, shuffle=True)
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max  = feature_range
    
    return x*(max-min) + min

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.8431)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a convolutional layer, with optional batch normalization.
    """
    
    layers=[]
    conv_layer = nn.Conv2d(in_channels, out_channels,
                          kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        # 32x32x3 tensor images
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        # 16x16
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        # final layer
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        # flattening
        out = out.view(-1, self.conv_dim*8*2*2)
        out = self.fc(out)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers=[]
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels,
                                             kernel_size, stride, padding, bias=False)
    
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        self.deconv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.deconv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.deconv3 = deconv(conv_dim*2, conv_dim, 4)
        self.deconv4 = deconv(conv_dim, 3, 4, batch_norm=False)        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2)
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.relu(self.deconv3(out))
        out = self.deconv4(out)
        out = torch.tanh(out)
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        m.weight.data.normal_(0.0, 0.02)
        
        # The bias terms, if they exist, set to 0
        if hasattr(m, 'bias') and m.bias is not None:
            m.bias.data.zero_()

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    labels = torch.ones(batch_size) * 0.9
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim
lr = 0.0004

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, betas=(0.5, 0.999))
g_optimizer = optim.Adam(G.parameters(), lr, betas=(0.5, 0.999))

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
            # 1. Train the discriminator on real and fake images
            D_real = D(real_images)
            d_real_loss = real_loss(D_real, smooth=True) 
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            # back-prop and optimizer
            g_loss.backward()
            g_optimizer.step()            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.3948 | g_loss: 1.6494
Epoch [    1/   10] | d_loss: 1.0768 | g_loss: 2.7041
Epoch [    1/   10] | d_loss: 0.8074 | g_loss: 3.9108
Epoch [    1/   10] | d_loss: 0.9593 | g_loss: 1.6300
Epoch [    1/   10] | d_loss: 1.0442 | g_loss: 2.2061
Epoch [    1/   10] | d_loss: 1.3640 | g_loss: 2.2033
Epoch [    1/   10] | d_loss: 0.8451 | g_loss: 2.4473
Epoch [    1/   10] | d_loss: 0.8740 | g_loss: 2.5314
Epoch [    1/   10] | d_loss: 0.7426 | g_loss: 2.8875
Epoch [    1/   10] | d_loss: 1.1927 | g_loss: 3.8103
Epoch [    1/   10] | d_loss: 0.9192 | g_loss: 1.9919
Epoch [    1/   10] | d_loss: 0.8791 | g_loss: 3.0437
Epoch [    1/   10] | d_loss: 0.9925 | g_loss: 3.1782
Epoch [    1/   10] | d_loss: 1.3780 | g_loss: 1.6726
Epoch [    1/   10] | d_loss: 0.9660 | g_loss: 2.8086
Epoch [    1/   10] | d_loss: 1.1457 | g_loss: 4.3101
Epoch [    1/   10] | d_loss: 0.8480 | g_loss: 1.7683
Epoch [    1/   10] | d_loss: 0.8514 | g_loss: 2.0956
Epoch [    1/   10] | d_loss: 0.8712 | g_loss: 1.8510
Epoch [    1/   10] | d_loss: 0.9490 | g_loss: 2.0630
Epoch [    1/   10] | d_loss: 0.9331 | g_loss: 1.5721
Epoch [    1/   10] | d_loss: 0.9466 | g_loss: 1.7812
Epoch [    1/   10] | d_loss: 1.2732 | g_loss: 0.6861
Epoch [    1/   10] | d_loss: 1.1117 | g_loss: 1.4596
Epoch [    1/   10] | d_loss: 0.9917 | g_loss: 2.4055
Epoch [    1/   10] | d_loss: 0.8477 | g_loss: 2.8037
Epoch [    1/   10] | d_loss: 1.1514 | g_loss: 1.4696
Epoch [    1/   10] | d_loss: 0.7607 | g_loss: 2.4062
Epoch [    1/   10] | d_loss: 0.9860 | g_loss: 1.4720
Epoch [    2/   10] | d_loss: 0.9669 | g_loss: 2.2584
Epoch [    2/   10] | d_loss: 0.9106 | g_loss: 2.3000
Epoch [    2/   10] | d_loss: 0.7053 | g_loss: 2.3735
Epoch [    2/   10] | d_loss: 0.8838 | g_loss: 1.8600
Epoch [    2/   10] | d_loss: 0.8234 | g_loss: 2.3046
Epoch [    2/   10] | d_loss: 0.9461 | g_loss: 1.9375
Epoch [    2/   10] | d_loss: 0.9064 | g_loss: 1.8177
Epoch [    2/   10] | d_loss: 0.8106 | g_loss: 1.5522
Epoch [    2/   10] | d_loss: 1.0916 | g_loss: 3.0596
Epoch [    2/   10] | d_loss: 0.7988 | g_loss: 2.6337
Epoch [    2/   10] | d_loss: 0.9647 | g_loss: 1.4853
Epoch [    2/   10] | d_loss: 0.9660 | g_loss: 2.8543
Epoch [    2/   10] | d_loss: 0.9871 | g_loss: 3.1553
Epoch [    2/   10] | d_loss: 0.8160 | g_loss: 1.7869
Epoch [    2/   10] | d_loss: 0.8990 | g_loss: 1.5750
Epoch [    2/   10] | d_loss: 1.1078 | g_loss: 2.1997
Epoch [    2/   10] | d_loss: 0.9941 | g_loss: 1.4521
Epoch [    2/   10] | d_loss: 0.7309 | g_loss: 1.9579
Epoch [    2/   10] | d_loss: 0.9214 | g_loss: 1.8790
Epoch [    2/   10] | d_loss: 0.9634 | g_loss: 2.0536
Epoch [    2/   10] | d_loss: 1.2036 | g_loss: 3.5399
Epoch [    2/   10] | d_loss: 0.7909 | g_loss: 1.7505
Epoch [    2/   10] | d_loss: 1.0389 | g_loss: 1.8640
Epoch [    2/   10] | d_loss: 1.0347 | g_loss: 1.6714
Epoch [    2/   10] | d_loss: 0.9076 | g_loss: 1.7286
Epoch [    2/   10] | d_loss: 0.7832 | g_loss: 1.5593
Epoch [    2/   10] | d_loss: 1.2808 | g_loss: 0.9170
Epoch [    2/   10] | d_loss: 0.8530 | g_loss: 1.6360
Epoch [    2/   10] | d_loss: 0.9175 | g_loss: 2.5730
Epoch [    3/   10] | d_loss: 1.0855 | g_loss: 1.7512
Epoch [    3/   10] | d_loss: 0.9380 | g_loss: 0.9926
Epoch [    3/   10] | d_loss: 0.8705 | g_loss: 1.9934
Epoch [    3/   10] | d_loss: 1.0196 | g_loss: 1.1735
Epoch [    3/   10] | d_loss: 0.9492 | g_loss: 1.7710
Epoch [    3/   10] | d_loss: 0.9908 | g_loss: 2.8512
Epoch [    3/   10] | d_loss: 0.8624 | g_loss: 1.1071
Epoch [    3/   10] | d_loss: 1.0704 | g_loss: 1.5064
Epoch [    3/   10] | d_loss: 1.2492 | g_loss: 2.2555
Epoch [    3/   10] | d_loss: 0.8687 | g_loss: 1.8331
Epoch [    3/   10] | d_loss: 0.7744 | g_loss: 1.9813
Epoch [    3/   10] | d_loss: 1.0694 | g_loss: 2.3241
Epoch [    3/   10] | d_loss: 0.9501 | g_loss: 2.1507
Epoch [    3/   10] | d_loss: 0.9079 | g_loss: 1.4542
Epoch [    3/   10] | d_loss: 0.8396 | g_loss: 2.3526
Epoch [    3/   10] | d_loss: 0.8649 | g_loss: 2.1764
Epoch [    3/   10] | d_loss: 0.9440 | g_loss: 1.6923
Epoch [    3/   10] | d_loss: 1.0764 | g_loss: 1.5971
Epoch [    3/   10] | d_loss: 0.7246 | g_loss: 2.2434
Epoch [    3/   10] | d_loss: 0.9138 | g_loss: 1.2827
Epoch [    3/   10] | d_loss: 1.0121 | g_loss: 1.1322
Epoch [    3/   10] | d_loss: 0.9316 | g_loss: 1.9888
Epoch [    3/   10] | d_loss: 0.7985 | g_loss: 2.5791
Epoch [    3/   10] | d_loss: 1.1003 | g_loss: 2.0816
Epoch [    3/   10] | d_loss: 1.1529 | g_loss: 2.5114
Epoch [    3/   10] | d_loss: 1.0519 | g_loss: 1.3126
Epoch [    3/   10] | d_loss: 0.8314 | g_loss: 2.5690
Epoch [    3/   10] | d_loss: 0.9327 | g_loss: 2.0180
Epoch [    3/   10] | d_loss: 0.9093 | g_loss: 1.3668
Epoch [    4/   10] | d_loss: 1.2971 | g_loss: 2.2221
Epoch [    4/   10] | d_loss: 1.1847 | g_loss: 1.2460
Epoch [    4/   10] | d_loss: 0.9958 | g_loss: 2.3482
Epoch [    4/   10] | d_loss: 1.1738 | g_loss: 1.7269
Epoch [    4/   10] | d_loss: 1.2064 | g_loss: 3.2529
Epoch [    4/   10] | d_loss: 0.9774 | g_loss: 2.3558
Epoch [    4/   10] | d_loss: 0.8532 | g_loss: 2.2594
Epoch [    4/   10] | d_loss: 0.9286 | g_loss: 2.0116
Epoch [    4/   10] | d_loss: 1.2068 | g_loss: 1.3575
Epoch [    4/   10] | d_loss: 0.9215 | g_loss: 2.2745
Epoch [    4/   10] | d_loss: 0.8721 | g_loss: 2.2082
Epoch [    4/   10] | d_loss: 1.0474 | g_loss: 0.8848
Epoch [    4/   10] | d_loss: 0.8365 | g_loss: 2.1016
Epoch [    4/   10] | d_loss: 1.0137 | g_loss: 1.8597
Epoch [    4/   10] | d_loss: 0.8830 | g_loss: 1.5967
Epoch [    4/   10] | d_loss: 0.9776 | g_loss: 2.7065
Epoch [    4/   10] | d_loss: 1.0181 | g_loss: 1.2732
Epoch [    4/   10] | d_loss: 1.0634 | g_loss: 1.5133
Epoch [    4/   10] | d_loss: 1.2239 | g_loss: 1.1029
Epoch [    4/   10] | d_loss: 1.0078 | g_loss: 1.5219
Epoch [    4/   10] | d_loss: 1.1529 | g_loss: 2.7849
Epoch [    4/   10] | d_loss: 0.7448 | g_loss: 1.7276
Epoch [    4/   10] | d_loss: 0.9330 | g_loss: 1.3363
Epoch [    4/   10] | d_loss: 1.0060 | g_loss: 2.4845
Epoch [    4/   10] | d_loss: 0.9087 | g_loss: 1.9061
Epoch [    4/   10] | d_loss: 1.0134 | g_loss: 2.1096
Epoch [    4/   10] | d_loss: 0.9457 | g_loss: 1.8093
Epoch [    4/   10] | d_loss: 0.8518 | g_loss: 2.0812
Epoch [    4/   10] | d_loss: 0.9108 | g_loss: 1.7118
Epoch [    5/   10] | d_loss: 1.3612 | g_loss: 2.7395
Epoch [    5/   10] | d_loss: 0.8720 | g_loss: 1.6380
Epoch [    5/   10] | d_loss: 0.9843 | g_loss: 3.0217
Epoch [    5/   10] | d_loss: 0.9514 | g_loss: 1.8627
Epoch [    5/   10] | d_loss: 0.8744 | g_loss: 2.0548
Epoch [    5/   10] | d_loss: 0.9176 | g_loss: 1.6670
Epoch [    5/   10] | d_loss: 1.0573 | g_loss: 2.0779
Epoch [    5/   10] | d_loss: 0.9782 | g_loss: 1.8873
Epoch [    5/   10] | d_loss: 1.0436 | g_loss: 1.4012
Epoch [    5/   10] | d_loss: 0.9123 | g_loss: 1.1069
Epoch [    5/   10] | d_loss: 1.1061 | g_loss: 1.8227
Epoch [    5/   10] | d_loss: 1.0998 | g_loss: 2.0037
Epoch [    5/   10] | d_loss: 0.8761 | g_loss: 1.9303
Epoch [    5/   10] | d_loss: 0.8165 | g_loss: 1.6443
Epoch [    5/   10] | d_loss: 1.0906 | g_loss: 0.9819
Epoch [    5/   10] | d_loss: 1.2677 | g_loss: 0.9867
Epoch [    5/   10] | d_loss: 0.7901 | g_loss: 2.0496
Epoch [    5/   10] | d_loss: 0.8999 | g_loss: 1.5565
Epoch [    5/   10] | d_loss: 0.8353 | g_loss: 1.6795
Epoch [    5/   10] | d_loss: 0.7695 | g_loss: 1.7405
Epoch [    5/   10] | d_loss: 0.9060 | g_loss: 2.1673
Epoch [    5/   10] | d_loss: 0.8655 | g_loss: 1.2555
Epoch [    5/   10] | d_loss: 1.3007 | g_loss: 0.8010
Epoch [    5/   10] | d_loss: 1.0979 | g_loss: 2.1454
Epoch [    5/   10] | d_loss: 1.1796 | g_loss: 1.0809
Epoch [    5/   10] | d_loss: 0.8930 | g_loss: 1.1205
Epoch [    5/   10] | d_loss: 0.8538 | g_loss: 1.8881
Epoch [    5/   10] | d_loss: 0.9830 | g_loss: 2.2318
Epoch [    5/   10] | d_loss: 0.8389 | g_loss: 2.2827
Epoch [    6/   10] | d_loss: 0.9754 | g_loss: 1.1168
Epoch [    6/   10] | d_loss: 0.9733 | g_loss: 1.2540
Epoch [    6/   10] | d_loss: 1.2579 | g_loss: 2.7404
Epoch [    6/   10] | d_loss: 1.1114 | g_loss: 2.5328
Epoch [    6/   10] | d_loss: 0.8285 | g_loss: 2.1188
Epoch [    6/   10] | d_loss: 0.9117 | g_loss: 2.0313
Epoch [    6/   10] | d_loss: 0.7756 | g_loss: 2.6785
Epoch [    6/   10] | d_loss: 0.9044 | g_loss: 2.0113
Epoch [    6/   10] | d_loss: 1.0321 | g_loss: 1.3933
Epoch [    6/   10] | d_loss: 0.7453 | g_loss: 1.6269
Epoch [    6/   10] | d_loss: 1.2410 | g_loss: 1.2410
Epoch [    6/   10] | d_loss: 1.3085 | g_loss: 1.5307
Epoch [    6/   10] | d_loss: 0.9213 | g_loss: 3.0533
Epoch [    6/   10] | d_loss: 0.7503 | g_loss: 2.2891
Epoch [    6/   10] | d_loss: 0.6195 | g_loss: 1.9644
Epoch [    6/   10] | d_loss: 0.8431 | g_loss: 1.3764
Epoch [    6/   10] | d_loss: 0.8548 | g_loss: 1.9316
Epoch [    6/   10] | d_loss: 0.9484 | g_loss: 1.2550
Epoch [    6/   10] | d_loss: 0.9404 | g_loss: 1.5373
Epoch [    6/   10] | d_loss: 0.9881 | g_loss: 2.2734
Epoch [    6/   10] | d_loss: 0.8321 | g_loss: 1.7759
Epoch [    6/   10] | d_loss: 0.9245 | g_loss: 2.0895
Epoch [    6/   10] | d_loss: 0.9039 | g_loss: 1.4257
Epoch [    6/   10] | d_loss: 0.7177 | g_loss: 2.2871
Epoch [    6/   10] | d_loss: 1.3706 | g_loss: 0.9638
Epoch [    6/   10] | d_loss: 1.0631 | g_loss: 1.5321
Epoch [    6/   10] | d_loss: 0.9055 | g_loss: 3.3137
Epoch [    6/   10] | d_loss: 0.9235 | g_loss: 1.4158
Epoch [    6/   10] | d_loss: 0.8900 | g_loss: 2.1455
Epoch [    7/   10] | d_loss: 2.0632 | g_loss: 3.5148
Epoch [    7/   10] | d_loss: 0.8493 | g_loss: 2.1119
Epoch [    7/   10] | d_loss: 0.6636 | g_loss: 2.5023
Epoch [    7/   10] | d_loss: 0.8945 | g_loss: 1.5638
Epoch [    7/   10] | d_loss: 0.9561 | g_loss: 2.6242
Epoch [    7/   10] | d_loss: 0.8261 | g_loss: 2.0589
Epoch [    7/   10] | d_loss: 1.0457 | g_loss: 1.5512
Epoch [    7/   10] | d_loss: 0.8708 | g_loss: 2.0567
Epoch [    7/   10] | d_loss: 0.8030 | g_loss: 2.1245
Epoch [    7/   10] | d_loss: 0.7316 | g_loss: 1.9118
Epoch [    7/   10] | d_loss: 1.1987 | g_loss: 1.6804
Epoch [    7/   10] | d_loss: 0.6057 | g_loss: 2.2234
Epoch [    7/   10] | d_loss: 0.7653 | g_loss: 1.9206
Epoch [    7/   10] | d_loss: 1.0960 | g_loss: 2.7046
Epoch [    7/   10] | d_loss: 1.0461 | g_loss: 1.5116
Epoch [    7/   10] | d_loss: 0.6943 | g_loss: 1.9851
Epoch [    7/   10] | d_loss: 1.1565 | g_loss: 1.7910
Epoch [    7/   10] | d_loss: 1.0646 | g_loss: 1.6220
Epoch [    7/   10] | d_loss: 0.7599 | g_loss: 2.0011
Epoch [    7/   10] | d_loss: 0.7493 | g_loss: 1.6163
Epoch [    7/   10] | d_loss: 0.7088 | g_loss: 2.6692
Epoch [    7/   10] | d_loss: 1.2151 | g_loss: 1.6608
Epoch [    7/   10] | d_loss: 0.7897 | g_loss: 1.8464
Epoch [    7/   10] | d_loss: 1.1815 | g_loss: 2.1122
Epoch [    7/   10] | d_loss: 1.3171 | g_loss: 0.9147
Epoch [    7/   10] | d_loss: 0.9301 | g_loss: 2.2052
Epoch [    7/   10] | d_loss: 0.9169 | g_loss: 2.3204
Epoch [    7/   10] | d_loss: 0.9070 | g_loss: 1.2297
Epoch [    7/   10] | d_loss: 0.8106 | g_loss: 2.1023
Epoch [    8/   10] | d_loss: 1.1497 | g_loss: 3.0088
Epoch [    8/   10] | d_loss: 0.6961 | g_loss: 1.3878
Epoch [    8/   10] | d_loss: 0.6584 | g_loss: 2.5478
Epoch [    8/   10] | d_loss: 0.6032 | g_loss: 2.5313
Epoch [    8/   10] | d_loss: 1.0421 | g_loss: 1.9737
Epoch [    8/   10] | d_loss: 1.3684 | g_loss: 0.6272
Epoch [    8/   10] | d_loss: 0.8917 | g_loss: 1.4571
Epoch [    8/   10] | d_loss: 0.9590 | g_loss: 2.7211
Epoch [    8/   10] | d_loss: 0.7889 | g_loss: 2.1633
Epoch [    8/   10] | d_loss: 1.3874 | g_loss: 3.1819
Epoch [    8/   10] | d_loss: 0.6736 | g_loss: 1.8468
Epoch [    8/   10] | d_loss: 0.6358 | g_loss: 1.5106
Epoch [    8/   10] | d_loss: 0.7493 | g_loss: 1.5951
Epoch [    8/   10] | d_loss: 1.1040 | g_loss: 2.9449
Epoch [    8/   10] | d_loss: 1.3012 | g_loss: 2.0043
Epoch [    8/   10] | d_loss: 0.7147 | g_loss: 2.1059
Epoch [    8/   10] | d_loss: 0.7713 | g_loss: 2.9140
Epoch [    8/   10] | d_loss: 0.5911 | g_loss: 1.7512
Epoch [    8/   10] | d_loss: 1.0599 | g_loss: 2.7885
Epoch [    8/   10] | d_loss: 0.9383 | g_loss: 2.0400
Epoch [    8/   10] | d_loss: 0.7437 | g_loss: 1.6490
Epoch [    8/   10] | d_loss: 0.9631 | g_loss: 1.1954
Epoch [    8/   10] | d_loss: 0.7239 | g_loss: 2.1953
Epoch [    8/   10] | d_loss: 0.9479 | g_loss: 2.3019
Epoch [    8/   10] | d_loss: 0.6340 | g_loss: 2.5092
Epoch [    8/   10] | d_loss: 0.9008 | g_loss: 1.9137
Epoch [    8/   10] | d_loss: 0.7829 | g_loss: 1.8101
Epoch [    8/   10] | d_loss: 0.6325 | g_loss: 2.2810
Epoch [    8/   10] | d_loss: 0.7352 | g_loss: 2.2368
Epoch [    9/   10] | d_loss: 1.1527 | g_loss: 2.9975
Epoch [    9/   10] | d_loss: 0.5474 | g_loss: 2.5892
Epoch [    9/   10] | d_loss: 0.8343 | g_loss: 1.5584
Epoch [    9/   10] | d_loss: 0.7694 | g_loss: 2.0280
Epoch [    9/   10] | d_loss: 0.8157 | g_loss: 1.8087
Epoch [    9/   10] | d_loss: 0.6010 | g_loss: 1.6175
Epoch [    9/   10] | d_loss: 0.8623 | g_loss: 2.0904
Epoch [    9/   10] | d_loss: 0.7609 | g_loss: 1.5546
Epoch [    9/   10] | d_loss: 0.7814 | g_loss: 1.1856
Epoch [    9/   10] | d_loss: 0.7260 | g_loss: 1.8886
Epoch [    9/   10] | d_loss: 0.7736 | g_loss: 2.2396
Epoch [    9/   10] | d_loss: 0.7328 | g_loss: 2.2022
Epoch [    9/   10] | d_loss: 1.0156 | g_loss: 3.0174
Epoch [    9/   10] | d_loss: 0.6935 | g_loss: 1.7108
Epoch [    9/   10] | d_loss: 0.6277 | g_loss: 2.9179
Epoch [    9/   10] | d_loss: 0.7642 | g_loss: 2.0053
Epoch [    9/   10] | d_loss: 0.7394 | g_loss: 1.3220
Epoch [    9/   10] | d_loss: 0.7783 | g_loss: 1.9641
Epoch [    9/   10] | d_loss: 0.6111 | g_loss: 2.3977
Epoch [    9/   10] | d_loss: 0.8223 | g_loss: 1.1348
Epoch [    9/   10] | d_loss: 0.8687 | g_loss: 1.0894
Epoch [    9/   10] | d_loss: 0.7389 | g_loss: 2.8881
Epoch [    9/   10] | d_loss: 0.6631 | g_loss: 2.7575
Epoch [    9/   10] | d_loss: 0.6162 | g_loss: 1.6832
Epoch [    9/   10] | d_loss: 0.5822 | g_loss: 2.8105
Epoch [    9/   10] | d_loss: 0.6862 | g_loss: 1.9625
Epoch [    9/   10] | d_loss: 0.7792 | g_loss: 2.3020
Epoch [    9/   10] | d_loss: 0.4846 | g_loss: 3.9792
Epoch [    9/   10] | d_loss: 0.8232 | g_loss: 2.1081
Epoch [   10/   10] | d_loss: 0.6750 | g_loss: 2.3786
Epoch [   10/   10] | d_loss: 0.7438 | g_loss: 2.4901
Epoch [   10/   10] | d_loss: 0.7902 | g_loss: 3.5731
Epoch [   10/   10] | d_loss: 0.7647 | g_loss: 2.0438
Epoch [   10/   10] | d_loss: 0.5964 | g_loss: 1.8262
Epoch [   10/   10] | d_loss: 0.7856 | g_loss: 4.7687
Epoch [   10/   10] | d_loss: 0.6697 | g_loss: 2.3303
Epoch [   10/   10] | d_loss: 0.7038 | g_loss: 2.9517
Epoch [   10/   10] | d_loss: 0.6938 | g_loss: 3.3610
Epoch [   10/   10] | d_loss: 0.7254 | g_loss: 2.6644
Epoch [   10/   10] | d_loss: 0.8120 | g_loss: 2.9938
Epoch [   10/   10] | d_loss: 1.3546 | g_loss: 1.3083
Epoch [   10/   10] | d_loss: 0.6857 | g_loss: 1.9283
Epoch [   10/   10] | d_loss: 0.8688 | g_loss: 3.2819
Epoch [   10/   10] | d_loss: 0.8584 | g_loss: 2.2949
Epoch [   10/   10] | d_loss: 0.6232 | g_loss: 3.8898
Epoch [   10/   10] | d_loss: 0.8562 | g_loss: 1.6127
Epoch [   10/   10] | d_loss: 0.6300 | g_loss: 2.5275
Epoch [   10/   10] | d_loss: 1.6660 | g_loss: 0.8437
Epoch [   10/   10] | d_loss: 0.6552 | g_loss: 2.5744
Epoch [   10/   10] | d_loss: 0.8259 | g_loss: 1.8736
Epoch [   10/   10] | d_loss: 0.6817 | g_loss: 2.7600
Epoch [   10/   10] | d_loss: 0.7079 | g_loss: 1.6239
Epoch [   10/   10] | d_loss: 0.9297 | g_loss: 0.9884
Epoch [   10/   10] | d_loss: 0.8174 | g_loss: 2.2865
Epoch [   10/   10] | d_loss: 0.8270 | g_loss: 2.3938
Epoch [   10/   10] | d_loss: 0.8703 | g_loss: 3.0770
Epoch [   10/   10] | d_loss: 0.8793 | g_loss: 1.6143
Epoch [   10/   10] | d_loss: 0.6951 | g_loss: 2.2596

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f8df004cbe0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell) The images I generated are quite blurred, there are some features like sharpness which was not really learned well the model and need some more fine tuning. I tried to replicate the model from here: https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html. And tuned the hyperparameters accordingly. Also, for the loss part I took the reference from here https://github.com/udacity/deep-learning-v2-pytorch/blob/master/gan-mnist/MNIST_GAN_Solution.ipynb. the image size differs though it's 32 for our case. The dataset bascially has celebrity faces that are mostly white. It would be great if you add up some more images with different shades of color of the skin which would have helped the model to generate more variety of images. Also, for this model we can work upon g_loss part. After taking inputs from my reviewer, I changed my batch_size from 128 to 64 which was resonable. And then I also need to reduce my learning rate accordingly. The DCGAN with this architectural structure remains stable with learning rate between 0.0001 and 0.0008. So, I changed the learning rate to 0.0004. Also, 0.5 seems to be the best choice here for beta1 as explained in this paper: https://arxiv.org/pdf/1511.06434.pdf and I kept the beta2 as the default value which is 0.999.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.

import os
import tarfile

def recursive_files(dir_name='.', ignore=None):
    for dir_name,subdirs,files in os.walk(dir_name):
        if ignore and os.path.basename(dir_name) in ignore:
            continue

        for file_name in files:
            if ignore and file_name in ignore:
                continue

            yield os.path.join(dir_name, file_name)

def make_tar_file(dir_name='.', target_file_name='workspace_archive.tar', ignore=None):
    tar = tarfile.open(target_file_name, 'w')

    for file_name in recursive_files(dir_name, ignore):
        tar.add(file_name)

    tar.close()


dir_name = '.'
target_file_name = 'workspace_archive.tar'
# List of files/directories to ignore
ignore = {'.ipynb_checkpoints', '__pycache__', 'processed_celeba_small.zip', 'processed_celeba_small', 'train_samples.pkl', target_file_name}

make_tar_file(dir_name, target_file_name, ignore)